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Normal form transforms separate slow and fast modes in stochastic dynamical systems

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  • Roberts, A.J.

Abstract

Modelling stochastic systems has many important applications. Normal form coordinate transforms are a powerful way to untangle interesting long term macroscale dynamics from insignificant detailed microscale dynamics. We explore such coordinate transforms of stochastic differential systems when the dynamics have both slow modes and quickly decaying modes. The thrust is to derive normal forms useful for macroscopic modelling of complex stochastic microscopic systems. Thus we not only must reduce the dimensionality of the dynamics, but also endeavour to separate all slow processes from all fast time processes, both deterministic and stochastic. Quadratic stochastic effects in the fast modes contribute to the drift of the important slow modes. Some examples demonstrate that the coordinate transform may be only locally valid or may be globally valid depending upon the dynamical system. The results will help us accurately model, interpret and simulate multiscale stochastic systems.

Suggested Citation

  • Roberts, A.J., 2008. "Normal form transforms separate slow and fast modes in stochastic dynamical systems," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 387(1), pages 12-38.
  • Handle: RePEc:eee:phsmap:v:387:y:2008:i:1:p:12-38
    DOI: 10.1016/j.physa.2007.08.023
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    References listed on IDEAS

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    1. Xu, Chao & Roberts, A.J., 1996. "On the low-dimensional modelling of Stratonovich stochastic differential equations," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 225(1), pages 62-80.
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    Cited by:

    1. Bunder, J.E. & Roberts, A.J., 2017. "Resolution of subgrid microscale interactions enhances the discretisation of nonautonomous partial differential equations," Applied Mathematics and Computation, Elsevier, vol. 304(C), pages 164-179.
    2. Zhang, Ruiting & Hou, Zhonghuai & Xin, Houwen, 2011. "Effects of non-Gaussian noise near supercritical Hopf bifurcation," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 390(2), pages 147-153.
    3. Bashkirtseva, Irina & Ryashko, Lev, 2022. "Stochastic generation and shifts of phantom attractors in the 2D Rulkov model," Chaos, Solitons & Fractals, Elsevier, vol. 159(C).
    4. Lev Ryashko & Dmitri V. Alexandrov & Irina Bashkirtseva, 2021. "Analysis of Stochastic Generation and Shifts of Phantom Attractors in a Climate–Vegetation Dynamical Model," Mathematics, MDPI, vol. 9(12), pages 1-11, June.

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    1. Bunder, J.E. & Roberts, A.J., 2017. "Resolution of subgrid microscale interactions enhances the discretisation of nonautonomous partial differential equations," Applied Mathematics and Computation, Elsevier, vol. 304(C), pages 164-179.

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